Product Intelligence Data Scientist

AVEVA Denmark; Cambridge; Hybrid; GBP 90,000 - 130,000; Full time

Benefits offered by this job

Flexible benefits

Annual leave

Pension

Job summary

AVEVA seeks a Product Intelligence Data Scientist to transform raw usage signals into predictive insights. You’ll own analytical models linking product behavior to business outcomes across acquisition, activation, adoption, expansion and renewal.

You will partner with Product to define hypotheses and build predictive models that quantify adoption maturity, churn risk, and revenue impact, using tools like dbt, Airflow, and modern analytics platforms. Hybrid working in the UK is common.

Qualifications

• 5+ years in data science or advanced analytics in a SaaS environment.
• Strong Python and SQL; experience with data modelling and pipeline tools.
• Deep expertise in predictive modelling, causal inference and experimentation.
• Experience with product telemetry and event-stream data at scale.
• Understanding SaaS lifecycle metrics (ARR, NRR, LTV, PQLs, activation funnels).
• Ability to translate statistical findings into product and commercial strategy.

Responsibilities

• Partner with Product to define and validate hypotheses around feature adoption using experimentation methods.
• Translate complex product signals into lifecycle intelligence that drives prioritization.
• Build and own predictive models that quantify adoption maturity, churn risk, expansion propensity, and feature-market fit.
• Design behavioral segmentation and cohort frameworks.
• Develop causal and inferential analyses that connect product interactions to revenue outcomes.
• Create automated scoring systems for leads, health, and engagement.
• Communicate findings to senior leadership as clear, actionable narratives.

Skills

Python

SQL

Data modelling

dbt

Airflow

Dagster

Predictive modelling

Causal inference

Survival analysis

Experimentation

Education

Bachelor's degree in a quantitative discipline

Master's or PhD in a quantitative field

Tools

Amplitude

Mixpanel

Pendo

Snowflake

Databricks

BigQuery

Azure Synapse

Job description

AVEVA is creating software trusted by over 90% of leading industrial companies. We are looking for a Product Intelligence Data Scientist to build a unified intelligence layer that transforms raw usage signals, behavioral data, and lifecycle events into predictive, prescriptive insights - enabling teams to act on what the product is telling us, not just what gets reported. You will own the analytical models and frameworks that connect product behavior to business outcomes across acquisition, activation, adoption, expansion, and renewal.

Key Responsibilities

• Partner with Product to define and validate hypotheses around feature adoption, friction points, and growth levers using experimentation methods
• Translate complex product signals into lifecycle intelligence that drives prioritization - surfacing what to build, fix, or sunset
• Build and own predictive models that quantify adoption maturity, churn risk, expansion propensity, and feature-market fit from product telemetry
• Design behavioral segmentation and cohort frameworks that reveal how users derive value - and where they don’t
• Develop causal and inferential analyses that connect product interactions to revenue outcomes (NRR, LTV, expansion)
• Create automated scoring systems (product-qualified leads, customer health, engagement intensity) that feed into GTM, Customer Success, and in-product workflows
• Build early-warning detection models that identify at-risk accounts from behavioral shifts before lagging indicators appear
• Communicate findings to senior leadership as clear, actionable business narratives, and democratise intelligence findings for the wider team

Essential Requirements

• 5+ years in data science or advanced analytics - ideally in a hybrid PLG/sales-led SaaS environment
• Strong Python and SQL; experience with data modelling and pipeline tools (dbt, Airflow, Dagster)
• Deep expertise in predictive modelling, causal inference, survival analysis, and experimentation (A/B, diff-in-diff, instrumental variables)
• Experience working directly with product telemetry and event-stream data at scale
• Solid understanding of SaaS lifecycle mechanics (ARR, NRR, LTV, PQLs, activation funnels)
• Ability to translate statistical findings into product and commercial strategy for non-technical stakeholders
• Degree in a quantitative discipline (Statistics, Computer Science, Mathematics, Physics, Economics, or equivalent)

Desirable

• Master’s or PhD in a quantitative field
• Cloud data platforms (Snowflake, Databricks, BigQuery, or Azure Synapse)
• Product analytics instrumentation experience (Amplitude, Mixpanel, Pendo, or custom event pipelines)
• MLOps - model deployment, monitoring, and retraining in production
• Experience building propensity or scoring models that integrate into CRM/CS platforms
• Familiarity with industrial software or enterprise SaaS contexts UK

Benefits

• Flexible benefits fund, emergency leave days, adoption leave, 28 days annual leave (plus bank holidays), pension, life cover, private medical insurance, parental leave, education assistance program.
• It’s possible we’re hiring for this position in multiple countries, in which case the above benefits apply to the primary location.
• Specific benefits vary by country, but our packages are similarly comprehensive.

Find out more: aveva.com/en/about/careers/benefits/

Hybrid working

We work in a hybrid way at AVEVA. Most roles are based at a local AVEVA office, with an expectation of being on-site 50% of your working hours to support collaboration and connection. Some positions are fully office-based depending on the nature of the work, and certain roles that support specific customers or markets may be remote. The working arrangement for this position will be confirmed during the hiring process.

Hiring process

AVEVA is committed to recruiting and retaining people with disabilities. Please let us know in advance if you need reasonable support during your application process. Find out more: aveva.com/en/about/careers/hiring-process

About AVEVA AVEVA is a global leader in industrial software with more than 6,500 employees in over 40 countries. Our cutting-edge solutions are used by thousands of enterprises to deliver the essentials of life - such as energy, infrastructure, chemicals, and minerals - safely, efficiently, and more sustainably. We are committed to embedding sustainability and inclusion into our operations, our culture, and our core business strategy. Learn more about how we are progressing against our ambitious 2030 targets: sustainability-report.aveva.com/ Find out more: aveva.com/en/about/careers/ AVEVA requires all successful applicants to undergo and pass a drug screening and comprehensive background check before they start employment. Background checks will be conducted in accordance with local laws and may, subject to those laws, include proof of educational attainment, employment history verification, proof of work authorization, criminal records, identity verification, credit check. Certain positions dealing with sensitive and/or third-party personal data may involve additional background check criteria.

AVEVA is an Equal Opportunity Employer. We are committed to being an exemplary employer with an inclusive culture, developing a workplace environment where all our employees are treated with dignity and respect. We value diversity and the expertise that people from different backgrounds bring to our business. AVEVA provides reasonable accommodation to applicants with disabilities where appropriate. If you need reasonable accommodation for any part of the application and hiring process, please notify your recruiter. Determinations on requests for reasonable accommodation will be made on a case-case basis.

Empowering you with pioneering tech AVEVA is a global leader in industrial software. Our cutting-edge solutions are used by thousands of enterprises to deliver the essentials of life - such as energy, infrastructure, chemicals and minerals - safely, efficiently and more sustainably. We’re the first software business in the world to have our sustainability targets validated by the SBTi, and we’ve been recognized for the transparency and ambition of our commitment to diversity, equity, and inclusion. We’ve also recently been named as one of the world’s most innovative companies. If you’re a curious and collaborative person who wants to make a big impact through technology, then we want to hear from you! Find out at AVEVA Careers. For more information about our privacy policy and how to manage cookies, visit our Privacy Policy.